AI inventions, protected with rigor.
Drafts that disclose enough to enable the model and survive eligibility scrutiny—generated fast, aligned to your claim strategy.
AI and ML are the fastest-growing filing category and among the hardest to draft well. Examiners probe whether a model is an abstract idea, whether the disclosure actually enables the claimed behavior, and whether the human contribution satisfies inventorship guidance. Paximal builds applications that answer those questions up front.
Eligibility for model-based claims
ML claims draw §101 scrutiny when they read as 'apply a model.' Paximal frames the technical improvement—architecture, training method, or system integration—so the claim is grounded in something concrete.
Enabling the black box
Written-description and enablement gaps are common when model behavior is described at a high level. Paximal pushes for the architecture, inputs, training signals, and fallbacks that make the disclosure defensible.
Inventorship & fast iteration
USPTO guidance ties patentability to meaningful human contribution, and models evolve weekly. Paximal produces complete drafts quickly and keeps the attorney directing scope and inventorship throughout.
How Paximal Helps
Paximal orchestrates a complete ML application—claims, spec, and figures—around the eligibility, enablement, and inventorship issues unique to machine-learning inventions, with the attorney setting direction from the start.
Capabilities
✔
Technical-improvement framing tuned for model and training claims
✔
Architecture, data-flow, and training-signal disclosure for enablement
✔
Layered fallback support for amendment paths
✔
System and data-pipeline figures generated in USPTO format
✔
Attorney-led control over scope and inventorship framing
~70%
allowed after one Office action
0%
§112(a) enablement rejections
~4 hrs
from inventor materials to filing-ready
Observed across a cohort of Paximal-generated accelerated applications prosecuted to allowance at the USPTO. See the Outcomes study for the full analysis.
Does Paximal account for USPTO AI-inventorship guidance?
The workflow keeps the attorney directing claim scope and the human-contribution narrative, so drafts align with current inventorship expectations.
Can it enable claims about model behavior?
Yes—it drives toward architecture, training, and data-flow detail so written-description and enablement support is present, not implied.
Is this only for big AI labs?
No. From solo practitioners to enterprise teams, anyone can start free and generate a foundational AI/ML draft in minutes.